Out Of Distribution Detection On Imagenet 1K 3

Metriken

AUROC

FPR95

Latency, ms

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	AUROC	FPR95	Latency, ms	Paper Title	Repository
NNGuide (ResNet50 w/ ReAct)	97.7	11.12	11.10	Nearest Neighbor Guidance for Out-of-Distribution Detection
NNGuide (RegNet)	99.57	1.83	31.00	Nearest Neighbor Guidance for Out-of-Distribution Detection
MCM (CLIP-L)	94.95	28.38	-	Delving into Out-of-Distribution Detection with Vision-Language Representations
GradNorm	-	50.03	-	On the Importance of Gradients for Detecting Distributional Shifts in the Wild
NAC-UE (ResNet-50)	96.52	-	-	Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
DICE + ReAct (ResNet-50)	96.24	18.64	-	DICE: Leveraging Sparsification for Out-of-Distribution Detection
LINe (ResNet-50)	97.56	12.26	-	LINe: Out-of-Distribution Detection by Leveraging Important Neurons
KNN (ResNet-50 SupCon)	94.72	30.83	-	Out-of-Distribution Detection with Deep Nearest Neighbors
KNN (ResNet-50)	86.2	59.08	-	Out-of-Distribution Detection with Deep Nearest Neighbors
MOOD	86.9	-	-	Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need
RP+GradNorm	-	43.87	-	Detecting Out-of-distribution Data through In-distribution Class Prior
ReAct (ResNet-50)	91.53	42.40	-	ReAct: Out-of-distribution Detection With Rectified Activations
MOS (BiT-S-R101x1)	98.15	9.28	-	MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space
GEN	-	68.32	-	GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection
ASH-S (ResNet-50)	97.87	11.49	-	Extremely Simple Activation Shaping for Out-of-Distribution Detection
NPOS	96.19	16.58	-	Non-Parametric Outlier Synthesis
MCM (CLIP-B)	94.61	30.91	-	Delving into Out-of-Distribution Detection with Vision-Language Representations
BATS (ResNet-50)	97.67	-	-	Boosting Out-of-distribution Detection with Typical Features	-
Forte	99.67 ± 00.03	0.64 ± 00.06	-	Forte : Finding Outliers with Representation Typicality Estimation
ODIN+UMAP (ResNet-50)	94.71	21.97	-	Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability

0 of 27 row(s) selected.